Negative controls are crucial for establishing the specificity and efficiency of a catalyst. By comparing the results of the catalyzed reaction with those of the negative control, researchers can confirm that any observed changes in reaction rates or product formation are attributable to the catalyst itself. This verification helps in distinguishing true catalytic activity from background noise or unintended side reactions.